Vasily Ilin — accepted AI-conference papers

2026

DiScoFormer: Plug-In Density and Score Estimation with Transformers

Vasily Ilin, Peter Sushko, Ranjay Krishna

ICML 2026oral

Estimating probability density and its score from samples remains a core problem in generative modeling, Bayesian inference, and kinetic theory. Existing methods are bifurcated: classical kernel density estimators (KDE) generalize across distributions but suffer from the curse of dimensionality, whi…

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2025

RealEdit: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations

Peter Sushko, Ayana Bharadwaj, Zhi Yang Lim, Vasily Ilin, Ben Caffee, Dongping Chen +3

CVPR 2025poster

Existing image editing models struggle to meet realworld demands; despite excelling in academic benchmarks, we are yet to see them adopted to solve real user needs. The datasets that power these models use artificial edits, lacking the scale and ecological validity necessary to address the true dive…

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